compile: jar: all: Application built. Computer Aided property Valuation version 1.0! test: Computer Aided Property Valuation: [version 0.0.0.10-alpha] Copyright (C) 2007 Aikaterini Christopoulou ---------------------------------------------------------------- DATA TRANSFORMATION ---------------------------------------------------------------- Create binned data view... Prepare_Build_Data is started, please wait. Prepare_Build_Data is successful. Create test table... Create build path data view... Execute string aggregation... Execute string aggregation... Create build path data view... Execute string aggregation... Execute string aggregation... Execute column format transformation... Execute column format transformation... Execute pivot query... Execute pivot query... --------------------------------------------------- BUILD MODEL --------------------------------------------------- arBuildTask_jdm is started, please wait. arBuildTask_jdm is successful. BuildSettings Details from the arSettings_jdm table: Table : arSettings_jdm SETTING_NAME SETTING_VALUE ALGO_NAME ALGO_APRIORI_ASSOCIATION_RULES ASSO_MAX_RULE_LENGTH 20 ASSO_MIN_CONFIDENCE 0.1 ASSO_MIN_SUPPORT 0.1 JDMS_FUNCTION_TYPE ASSOCIATION BuildSettings Details from the arSettings_jdm model build settings object: Algorithm Name: aprioriAssociationRules Function Name: association Max Number of Rules: 20 Min Confidence: 10 Min Support: 10 Model Name: ARMODEL_JDM ---------------------------------------------------------------- DISPLAY CLASSIFICATION RULES ---------------------------------------------------------------- Rule 768: Public Infrastructure= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=10.1322, confidence=53.4884) Rule 1236: Commercial Services= NEAR Public Infrastructure= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=10.1322, confidence=53.4884) Rule 16: Commercial Services= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=53.0612) Rule 865: Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=50.9804) Rule 120: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=50) Rule 391: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=50) Rule 759: Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=15.859, confidence=49.3151) Rule 1015: Accomodation, Eating and Drink= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=13.2159, confidence=49.1803) Rule 115: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=13.2159, confidence=49.1803) Rule 1244: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=12.7753, confidence=49.1525) Rule 1224: Commercial Services= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=15.4185, confidence=48.6111) Rule 311: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=12.3348, confidence=48.2759) Rule 765: Accomodation, Eating and Drink= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.5374, confidence=47.8261) Rule 1232: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.0969, confidence=47.7612) Rule 1007: Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=47.3684) Rule 105: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=47.3684) Rule 1248: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=47.3684) Rule 125: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.0132, confidence=47.1698) Rule 397: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.0132, confidence=47.1698) Rule 1240: Education and Health= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=10.5727, confidence=47.0588) Rule 321: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=10.1322, confidence=46.9388) Rule 762: Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=12.3348, confidence=46.6667) Rule 1011: Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=46.4286) Rule 110: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=46.4286) Rule 316: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=46.4286) Rule 1325: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=15.859, confidence=46.1538) Rule 362: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=15.4185, confidence=46.0526) Rule 306: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=10.1322, confidence=46) Rule 513: Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=17.6211, confidence=45.977) Rule 756: Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=17.1806, confidence=45.8824) Rule 1228: Commercial Services= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=45.7627) Rule 853: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=16.2996, confidence=45.679) Rule 24: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=15.859, confidence=45.5696) Rule 1104: Commercial Services= NEAR Retail= NEAR Sport and Entertainment= NEAR ==> PRICE_RANGE= [172655-900000] (support=10.5727, confidence=45.283) Rule 850: Commercial Services= NEAR Sport and Entertainment= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=45) Rule 647: Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=13.6564, confidence=44.9275) Rule 1003: Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [172655-900000] (support=13.6564, confidence=44.9275) Rule 206: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.0969, confidence=44.4444) Rule 696: Retail= NEAR Sport and Entertainment= NEAR ==> PRICE_RANGE= [172655-900000] (support=10.5727, confidence=44.4444) Rule 446: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=13.6564, confidence=44.2857) Rule 550: Sport and Entertainment= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=44.2623) Rule 12: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=18.5022, confidence=44.2105) Rule 862: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=18.9427, confidence=43.8776) Rule 367: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=43.5484) Rule 477: Open Space= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=16.2996, confidence=43.5294) Rule 216: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=16.2996, confidence=43.5294) Rule 1092: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=17.6211, confidence=43.4783) Rule 1108: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.0969, confidence=43.2432) Rule 841: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=20.7048, confidence=43.1193) Rule 226: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=13.6564, confidence=43.0556) Rule 544: Manufacturing and Production= NEAR ==> PRICE_RANGE= [172655-900000] (support=21.1454, confidence=42.8571) Rule 687: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=17.6211, confidence=42.5532) Rule 1116: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=16.2996, confidence=42.5287) Rule 28: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.8943, confidence=42.1875) Rule 8: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.0969, confidence=41.5584) Rule 20: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.0969, confidence=41.5584) Rule 4: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [172655-900000] (support=20.2643, confidence=41.4414) Rule 256: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.1322, confidence=41.0714) Rule 1148: Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.0132, confidence=40.9836) Rule 838: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [172655-900000] (support=25.5507, confidence=40.5594) Rule 859: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.0969, confidence=40.5063) Rule 868: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=14.0969, confidence=40.5063) Rule 211: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=17.1806, confidence=40.2062) Rule 847: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=18.0617, confidence=40.1961) Rule 856: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= [172655-900000] (support=20.7048, confidence=40.1709) Rule 542: Education and Health= NEAR ==> PRICE_RANGE= [172655-900000] (support=25.9912, confidence=39.5973) Rule 1088: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=18.9427, confidence=39.4495) Rule 1112: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=17.1806, confidence=39.3939) Rule 1156: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.8943, confidence=39.1304) Rule 56: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.0132, confidence=39.0625) Rule 236: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.1322, confidence=38.9831) Rule 221: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=38.806) Rule 711: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=13.6564, confidence=38.75) Rule 702: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=18.9427, confidence=38.7387) Rule 684: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=18.9427, confidence=38.7387) Rule 548: Public Infrastructure= NEAR ==> PRICE_RANGE= [172655-900000] (support=18.0617, confidence=38.6792) Rule 1144: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=16.7401, confidence=38.3838) Rule 615: Commercial Services= NEAR Open Space= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=12.3348, confidence=38.3562) Rule 889: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=13.2159, confidence=37.9747) Rule 708: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=21.1454, confidence=37.7953) Rule 1120: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=37.6812) Rule 844: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= [172655-900000] (support=24.2291, confidence=37.6712) Rule 1136: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=12.7753, confidence=37.6623) Rule 1124: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=18.0617, confidence=37.6147) Rule 886: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (900000-1652000] (support=19.3833, confidence=37.6068) Rule 1096: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=20.7048, confidence=37.6) Rule 246: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.0132, confidence=37.3134) Rule 231: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=15.859, confidence=37.1134) Rule 377: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.1322, confidence=37.0968) Rule 690: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=20.7048, confidence=37.0079) Rule 1132: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=20.2643, confidence=36.8) Rule 895: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=12.7753, confidence=36.7089) Rule 681: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=23.7885, confidence=36.4865) Rule 540: Commercial Services= NEAR ==> PRICE_RANGE= [172655-900000] (support=33.4802, confidence=36.3636) Rule 1100: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=12.3348, confidence=36.3636) Rule 40: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=12.3348, confidence=36.3636) Rule 554: Education and Health= NEAR ==> PRICE_RANGE= (900000-1652000] (support=23.7885, confidence=36.2416) Rule 546: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= [172655-900000] (support=24.6696, confidence=36.129) Rule 36: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (900000-1652000] (support=17.6211, confidence=36.036) Rule 699: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=23.348, confidence=35.8108) Rule 497: Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=24.2291, confidence=35.7143) Rule 618: Commercial Services= NEAR Open Space= NEAR ==> PRICE_RANGE= [172655-900000] (support=11.4537, confidence=35.6164) Rule 558: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (900000-1652000] (support=24.2291, confidence=35.4839) Rule 495: Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=23.7885, confidence=35.0649) Rule 48: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.8943, confidence=35.0649) Rule 693: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [172655-900000] (support=12.3348, confidence=35) Rule 871: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (900000-1652000] (support=22.0264, confidence=34.965) Rule 877: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (900000-1652000] (support=22.467, confidence=34.9315) Rule 560: Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=16.2996, confidence=34.9057) Rule 880: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (900000-1652000] (support=15.4185, confidence=34.3137) Rule 1252: Commercial Services= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.5727, confidence=33.3333) Rule 251: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.5727, confidence=33.3333) Rule 552: Commercial Services= NEAR ==> PRICE_RANGE= (900000-1652000] (support=30.3965, confidence=33.0144) Rule 479: Open Space= NEAR ==> PRICE_RANGE= [172655-900000] (support=12.3348, confidence=32.9412) Rule 52: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.4537, confidence=32.9114) Rule 774: Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.5727, confidence=32.8767) Rule 1140: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.5727, confidence=32.4324) Rule 1152: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=12.3348, confidence=32.1839) Rule 883: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.4537, confidence=32.0988) Rule 771: Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.8943, confidence=31.7647) Rule 892: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=13.6564, confidence=31.6327) Rule 372: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.5727, confidence=31.5789) Rule 556: Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=15.4185, confidence=31.25) Rule 515: Transport= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.8943, confidence=31.0345) Rule 705: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=12.7753, confidence=30.8511) Rule 32: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=10.5727, confidence=30.7692) Rule 530: Commercial Services= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=28.1938, confidence=30.622) Rule 241: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.4537, confidence=30.5882) Rule 44: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=12.7753, confidence=30.5263) Rule 874: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (900000-1652000] (support=14.5374, confidence=30.2752) Rule 1128: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (900000-1652000] (support=11.8943, confidence=29.3478) Rule 493: Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=19.8238, confidence=29.2208) Rule 536: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=19.3833, confidence=28.3871) Rule 669: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=18.0617, confidence=27.7027) Rule 826: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=17.6211, confidence=27.3973) Rule 1080: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=11.0132, confidence=27.1739) Rule 823: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=12.7753, confidence=26.6055) Rule 675: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=11.0132, confidence=26.5957) Rule 538: Public Infrastructure= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=12.3348, confidence=26.4151) Rule 534: Manufacturing and Production= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=12.7753, confidence=25.8929) Rule 1084: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=14.0969, confidence=25.6) Rule 829: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=11.4537, confidence=25.4902) Rule 1321: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=10.5727, confidence=25.2632) Rule 678: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=14.0969, confidence=25.1969) Rule 835: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=10.5727, confidence=24.4898) Rule 820: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=15.4185, confidence=24.4755) Rule 532: Education and Health= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=15.859, confidence=24.1611) Rule 1076: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=11.0132, confidence=22.9358) Rule 672: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=11.0132, confidence=22.5225) Rule 1317: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=11.0132, confidence=22.5225) Rule 832: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1652000-6250000] (support=11.4537, confidence=22.2222) ---------------------------------------------------------------- SORT CLASSIFICATION RULES ---------------------------------------------------------------- [Pos in List: 0]RuleId:768: [Public Infrastructure=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 53.48837209302325, support: 10.13215859030837) (CRule = true Strong cRule= true) [Pos in List: 1]RuleId:1236: [Commercial Services=NEAR, Public Infrastructure=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 53.48837209302325, support: 10.13215859030837) (CRule = true Strong cRule= true) [Pos in List: 2]RuleId:16: [Public Infrastructure=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 53.06122448979592, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 3]RuleId:865: [Manufacturing and Production=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 50.98039215686274, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 4]RuleId:120: [Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 50.0, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 5]RuleId:391: [Accomodation, Eating and Drink=NEAR, Retail=NEAR, Transport=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 50.0, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 6]RuleId:759: [Transport=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 49.31506849315068, support: 15.859030837004406) (CRule = false Strong cRule= false) [Pos in List: 7]RuleId:1015: [Retail=NEAR, Transport=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 49.18032786885246, support: 13.215859030837004) (CRule = false Strong cRule= false) [Pos in List: 8]RuleId:115: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 49.18032786885246, support: 13.215859030837004) (CRule = false Strong cRule= false) [Pos in List: 9]RuleId:1244: [Accomodation, Eating and Drink=NEAR, Transport=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 49.152542372881356, support: 12.77533039647577) (CRule = false Strong cRule= false) [Pos in List: 10]RuleId:1224: [Education and Health=NEAR, Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 48.61111111111111, support: 15.418502202643172) (CRule = false Strong cRule= false) [Pos in List: 11]RuleId:311: [Transport=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 48.275862068965516, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 12]RuleId:765: [Transport=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.82608695652174, support: 14.537444933920703) (CRule = false Strong cRule= false) [Pos in List: 13]RuleId:1232: [Accomodation, Eating and Drink=NEAR, Transport=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.76119402985074, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 14]RuleId:1248: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.368421052631575, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 15]RuleId:1007: [Retail=NEAR, Transport=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.368421052631575, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 16]RuleId:105: [Education and Health=NEAR, Commercial Services=NEAR, Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.368421052631575, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 17]RuleId:125: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.16981132075472, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 18]RuleId:397: [Transport=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.16981132075472, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 19]RuleId:1240: [Transport=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 47.05882352941176, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 20]RuleId:321: [Transport=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.93877551020408, support: 10.13215859030837) (CRule = false Strong cRule= false) [Pos in List: 21]RuleId:762: [Manufacturing and Production=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.666666666666664, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 22]RuleId:1011: [Retail=NEAR, Manufacturing and Production=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.42857142857143, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 23]RuleId:316: [Commercial Services=NEAR, Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.42857142857143, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 24]RuleId:110: [Transport=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.42857142857143, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 25]RuleId:1325: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.15384615384615, support: 15.859030837004406) (CRule = false Strong cRule= false) [Pos in List: 26]RuleId:362: [Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.05263157894737, support: 15.418502202643172) (CRule = false Strong cRule= false) [Pos in List: 27]RuleId:306: [Transport=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 46.0, support: 10.13215859030837) (CRule = false Strong cRule= false) [Pos in List: 28]RuleId:513: [Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 45.97701149425287, support: 17.62114537444934) (CRule = false Strong cRule= false) [Pos in List: 29]RuleId:756: [Transport=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 45.88235294117647, support: 17.180616740088105) (CRule = false Strong cRule= false) [Pos in List: 30]RuleId:1228: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 45.76271186440678, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 31]RuleId:853: [Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 45.67901234567901, support: 16.299559471365637) (CRule = false Strong cRule= false) [Pos in List: 32]RuleId:24: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 45.56962025316456, support: 15.859030837004406) (CRule = false Strong cRule= false) [Pos in List: 33]RuleId:1104: [Sport and Entertainment=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 45.28301886792453, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 34]RuleId:850: [Sport and Entertainment=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 45.0, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 35]RuleId:647: [Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 44.927536231884055, support: 13.656387665198238) (CRule = false Strong cRule= false) [Pos in List: 36]RuleId:1003: [Retail=NEAR, Transport=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 44.927536231884055, support: 13.656387665198238) (CRule = false Strong cRule= false) [Pos in List: 37]RuleId:206: [Commercial Services=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 44.44444444444444, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 38]RuleId:696: [Retail=NEAR, Sport and Entertainment=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 44.44444444444444, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 39]RuleId:446: [Manufacturing and Production=NEAR, Retail=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 44.285714285714285, support: 13.656387665198238) (CRule = false Strong cRule= false) [Pos in List: 40]RuleId:550: [Sport and Entertainment=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 44.26229508196721, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 41]RuleId:12: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 44.21052631578947, support: 18.502202643171806) (CRule = false Strong cRule= false) [Pos in List: 42]RuleId:862: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 43.87755102040816, support: 18.94273127753304) (CRule = false Strong cRule= false) [Pos in List: 43]RuleId:367: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 43.54838709677419, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 44]RuleId:477: [Open Space=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 43.529411764705884, support: 16.299559471365637) (CRule = true Strong cRule= true) [Pos in List: 45]RuleId:216: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 43.529411764705884, support: 16.299559471365637) (CRule = false Strong cRule= false) [Pos in List: 46]RuleId:1092: [Manufacturing and Production=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 43.47826086956522, support: 17.62114537444934) (CRule = false Strong cRule= false) [Pos in List: 47]RuleId:1108: [Retail=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 43.24324324324324, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 48]RuleId:841: [Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 43.11926605504588, support: 20.704845814977972) (CRule = false Strong cRule= false) [Pos in List: 49]RuleId:226: [Education and Health=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 43.05555555555556, support: 13.656387665198238) (CRule = false Strong cRule= false) [Pos in List: 50]RuleId:544: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 42.857142857142854, support: 21.145374449339208) (CRule = false Strong cRule= false) [Pos in List: 51]RuleId:687: [Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 42.5531914893617, support: 17.62114537444934) (CRule = false Strong cRule= false) [Pos in List: 52]RuleId:1116: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 42.5287356321839, support: 16.299559471365637) (CRule = false Strong cRule= false) [Pos in List: 53]RuleId:28: [Education and Health=NEAR, Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 42.1875, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 54]RuleId:20: [Public Infrastructure=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 41.55844155844156, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 55]RuleId:8: [Education and Health=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 41.55844155844156, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 56]RuleId:4: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 41.44144144144144, support: 20.26431718061674) (CRule = false Strong cRule= false) [Pos in List: 57]RuleId:256: [Education and Health=NEAR, Retail=NEAR, Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 41.07142857142857, support: 10.13215859030837) (CRule = true Strong cRule= false) [Pos in List: 58]RuleId:1148: [Education and Health=NEAR, Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 40.98360655737705, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 59]RuleId:838: [Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 40.55944055944056, support: 25.55066079295154) (CRule = false Strong cRule= false) [Pos in List: 60]RuleId:868: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 40.50632911392405, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 61]RuleId:859: [Public Infrastructure=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 40.50632911392405, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 62]RuleId:211: [Education and Health=NEAR, Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 40.20618556701031, support: 17.180616740088105) (CRule = false Strong cRule= false) [Pos in List: 63]RuleId:847: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 40.19607843137255, support: 18.06167400881057) (CRule = false Strong cRule= false) [Pos in List: 64]RuleId:856: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 40.17094017094017, support: 20.704845814977972) (CRule = false Strong cRule= false) [Pos in List: 65]RuleId:542: [Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 39.59731543624161, support: 25.991189427312776) (CRule = false Strong cRule= false) [Pos in List: 66]RuleId:1088: [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 39.44954128440367, support: 18.94273127753304) (CRule = false Strong cRule= false) [Pos in List: 67]RuleId:1112: [Retail=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 39.39393939393939, support: 17.180616740088105) (CRule = false Strong cRule= false) [Pos in List: 68]RuleId:1156: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 39.130434782608695, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 69]RuleId:56: [Education and Health=NEAR, Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 39.0625, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 70]RuleId:236: [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 38.983050847457626, support: 10.13215859030837) (CRule = true Strong cRule= false) [Pos in List: 71]RuleId:221: [Public Infrastructure=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 38.80597014925373, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 72]RuleId:711: [Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 38.75, support: 13.656387665198238) (CRule = false Strong cRule= false) [Pos in List: 73]RuleId:684: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 38.73873873873874, support: 18.94273127753304) (CRule = false Strong cRule= false) [Pos in List: 74]RuleId:702: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 38.73873873873874, support: 18.94273127753304) (CRule = false Strong cRule= false) [Pos in List: 75]RuleId:548: [Public Infrastructure=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 38.67924528301887, support: 18.06167400881057) (CRule = false Strong cRule= false) [Pos in List: 76]RuleId:1144: [Retail=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 38.38383838383838, support: 16.740088105726873) (CRule = false Strong cRule= false) [Pos in List: 77]RuleId:615: [Commercial Services=NEAR, Open Space=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 38.35616438356164, support: 12.334801762114537) (CRule = true Strong cRule= false) [Pos in List: 78]RuleId:889: [Public Infrastructure=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.9746835443038, support: 13.215859030837004) (CRule = false Strong cRule= false) [Pos in List: 79]RuleId:708: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.79527559055118, support: 21.145374449339208) (CRule = false Strong cRule= false) [Pos in List: 80]RuleId:1120: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 37.68115942028986, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 81]RuleId:844: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 37.67123287671233, support: 24.229074889867842) (CRule = false Strong cRule= false) [Pos in List: 82]RuleId:1136: [Retail=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.66233766233766, support: 12.77533039647577) (CRule = false Strong cRule= false) [Pos in List: 83]RuleId:1124: [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.61467889908257, support: 18.06167400881057) (CRule = false Strong cRule= false) [Pos in List: 84]RuleId:886: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.60683760683761, support: 19.383259911894275) (CRule = false Strong cRule= false) [Pos in List: 85]RuleId:1096: [Commercial Services=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 37.6, support: 20.704845814977972) (CRule = false Strong cRule= false) [Pos in List: 86]RuleId:246: [Public Infrastructure=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.3134328358209, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 87]RuleId:231: [Education and Health=NEAR, Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.11340206185567, support: 15.859030837004406) (CRule = false Strong cRule= false) [Pos in List: 88]RuleId:377: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 37.096774193548384, support: 10.13215859030837) (CRule = false Strong cRule= false) [Pos in List: 89]RuleId:690: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 37.00787401574803, support: 20.704845814977972) (CRule = false Strong cRule= false) [Pos in List: 90]RuleId:1132: [Commercial Services=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 36.8, support: 20.26431718061674) (CRule = false Strong cRule= false) [Pos in List: 91]RuleId:895: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 36.708860759493675, support: 12.77533039647577) (CRule = false Strong cRule= false) [Pos in List: 92]RuleId:681: [Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 36.486486486486484, support: 23.788546255506606) (CRule = false Strong cRule= false) [Pos in List: 93]RuleId:540: [Commercial Services=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 36.36363636363637, support: 33.480176211453745) (CRule = false Strong cRule= false) [Pos in List: 94]RuleId:40: [Education and Health=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 36.36363636363637, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 95]RuleId:1100: [Retail=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 36.36363636363637, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 96]RuleId:554: [Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 36.241610738255034, support: 23.788546255506606) (CRule = false Strong cRule= false) [Pos in List: 97]RuleId:546: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 36.12903225806451, support: 24.669603524229075) (CRule = false Strong cRule= false) [Pos in List: 98]RuleId:36: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 36.03603603603604, support: 17.62114537444934) (CRule = false Strong cRule= false) [Pos in List: 99]RuleId:699: [Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 35.810810810810814, support: 23.348017621145374) (CRule = false Strong cRule= false) [Pos in List: 100]RuleId:497: [Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 35.714285714285715, support: 24.229074889867842) (CRule = false Strong cRule= false) [Pos in List: 101]RuleId:618: [Commercial Services=NEAR, Open Space=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 35.61643835616438, support: 11.45374449339207) (CRule = true Strong cRule= false) [Pos in List: 102]RuleId:558: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 35.483870967741936, support: 24.229074889867842) (CRule = false Strong cRule= false) [Pos in List: 103]RuleId:495: [Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 35.064935064935064, support: 23.788546255506606) (CRule = false Strong cRule= false) [Pos in List: 104]RuleId:48: [Public Infrastructure=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 35.064935064935064, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 105]RuleId:693: [Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 35.0, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 106]RuleId:871: [Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 34.96503496503497, support: 22.026431718061673) (CRule = false Strong cRule= false) [Pos in List: 107]RuleId:877: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 34.93150684931507, support: 22.46696035242291) (CRule = false Strong cRule= false) [Pos in List: 108]RuleId:560: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 34.90566037735849, support: 16.299559471365637) (CRule = false Strong cRule= false) [Pos in List: 109]RuleId:880: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 34.31372549019608, support: 15.418502202643172) (CRule = false Strong cRule= false) [Pos in List: 110]RuleId:1252: [Education and Health=NEAR, Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 33.33333333333333, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 111]RuleId:251: [Education and Health=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 33.33333333333333, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 112]RuleId:552: [Commercial Services=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 33.014354066985646, support: 30.396475770925107) (CRule = false Strong cRule= false) [Pos in List: 113]RuleId:479: [Open Space=NEAR] -> [PRICE_RANGE=[172655-900000]]( confidence: 32.94117647058823, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 114]RuleId:52: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 32.91139240506329, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 115]RuleId:774: [Transport=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 32.87671232876712, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 116]RuleId:1140: [Retail=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 32.432432432432435, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 117]RuleId:1152: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 32.18390804597701, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 118]RuleId:883: [Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 32.098765432098766, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 119]RuleId:771: [Transport=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 31.76470588235294, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 120]RuleId:892: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 31.63265306122449, support: 13.656387665198238) (CRule = false Strong cRule= false) [Pos in List: 121]RuleId:372: [Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 31.57894736842105, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 122]RuleId:556: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 31.25, support: 15.418502202643172) (CRule = false Strong cRule= false) [Pos in List: 123]RuleId:515: [Transport=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 31.03448275862069, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 124]RuleId:705: [Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 30.851063829787233, support: 12.77533039647577) (CRule = false Strong cRule= false) [Pos in List: 125]RuleId:32: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 30.76923076923077, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 126]RuleId:530: [Commercial Services=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 30.62200956937799, support: 28.193832599118945) (CRule = false Strong cRule= false) [Pos in List: 127]RuleId:241: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 30.58823529411765, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 128]RuleId:44: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 30.526315789473685, support: 12.77533039647577) (CRule = false Strong cRule= false) [Pos in List: 129]RuleId:874: [Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 30.275229357798167, support: 14.537444933920703) (CRule = false Strong cRule= false) [Pos in List: 130]RuleId:1128: [Manufacturing and Production=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(900000-1652000]]( confidence: 29.347826086956523, support: 11.894273127753303) (CRule = false Strong cRule= false) [Pos in List: 131]RuleId:493: [Retail=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 29.22077922077922, support: 19.823788546255507) (CRule = false Strong cRule= false) [Pos in List: 132]RuleId:536: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 28.387096774193548, support: 19.383259911894275) (CRule = false Strong cRule= false) [Pos in List: 133]RuleId:669: [Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 27.7027027027027, support: 18.06167400881057) (CRule = false Strong cRule= false) [Pos in List: 134]RuleId:826: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 27.397260273972602, support: 17.62114537444934) (CRule = false Strong cRule= false) [Pos in List: 135]RuleId:1080: [Manufacturing and Production=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 27.173913043478258, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 136]RuleId:823: [Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 26.605504587155966, support: 12.77533039647577) (CRule = false Strong cRule= false) [Pos in List: 137]RuleId:675: [Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 26.595744680851062, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 138]RuleId:538: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 26.41509433962264, support: 12.334801762114537) (CRule = false Strong cRule= false) [Pos in List: 139]RuleId:534: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 25.892857142857146, support: 12.77533039647577) (CRule = false Strong cRule= false) [Pos in List: 140]RuleId:1084: [Commercial Services=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 25.6, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 141]RuleId:829: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 25.49019607843137, support: 11.45374449339207) (CRule = false Strong cRule= false) [Pos in List: 142]RuleId:1321: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 25.263157894736842, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 143]RuleId:678: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 25.196850393700785, support: 14.096916299559473) (CRule = false Strong cRule= false) [Pos in List: 144]RuleId:835: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 24.489795918367346, support: 10.572687224669604) (CRule = false Strong cRule= false) [Pos in List: 145]RuleId:820: [Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 24.475524475524477, support: 15.418502202643172) (CRule = true Strong cRule= false) [Pos in List: 146]RuleId:532: [Education and Health=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 24.161073825503358, support: 15.859030837004406) (CRule = false Strong cRule= false) [Pos in List: 147]RuleId:1076: [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 22.93577981651376, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 148]RuleId:672: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 22.52252252252252, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 149]RuleId:1317: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 22.52252252252252, support: 11.013215859030836) (CRule = false Strong cRule= false) [Pos in List: 150]RuleId:832: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1652000-6250000]]( confidence: 22.22222222222222, support: 11.45374449339207) (CRule = false Strong cRule= false) -------------------------------------------------------------------------- PRINT CLASSIFIER -------------------------------------------------------------------------- [Public Infrastructure=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]] [Confidence: 53.48837209302325% Support: 10.13215859030837%] [Commercial Services=NEAR, Public Infrastructure=NEAR, Transport=NEAR] -> [PRICE_RANGE=[172655-900000]] [Confidence: 53.48837209302325% Support: 10.13215859030837%] [Open Space=NEAR] -> [PRICE_RANGE=(1652000-6250000]] [Confidence: 43.529411764705884% Support: 16.299559471365637%] [Education and Health=NEAR, Retail=NEAR, Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(900000-1652000]] [Confidence: 41.07142857142857% Support: 10.13215859030837%] [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(900000-1652000]] [Confidence: 38.983050847457626% Support: 10.13215859030837%] [Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1652000-6250000]] [Confidence: 24.475524475524477% Support: 15.418502202643172%] Default Class -> [[172655-900000]] [Confidence: 0.0% Support: 0.0%] -------------------------------------------------------------------------- CLASSIFY -------------------------------------------------------------------------- Transaction id = 72805 Class label = [172655-900000] Transaction id = 76039 Class label = [172655-900000] Transaction id = 58678 Class label = [172655-900000] Transaction id = 58693 Class label = [172655-900000] Transaction id = 64266 Class label = [172655-900000] Transaction id = 64543 Class label = [172655-900000] Transaction id = 69346 Class label = [172655-900000] Transaction id = 37711 Class label = [172655-900000] Transaction id = 57995 Class label = [172655-900000] Transaction id = 64416 Class label = [172655-900000] Transaction id = 71429 Class label = [172655-900000] Transaction id = 66508 Class label = [172655-900000] Transaction id = 70391 Class label = [172655-900000] Transaction id = 73352 Class label = [172655-900000] Transaction id = 75276 Class label = [172655-900000] Transaction id = 78015 Class label = [172655-900000] Transaction id = 35442 Class label = [172655-900000] Transaction id = 67229 Class label = [172655-900000] Transaction id = 66163 Class label = [172655-900000] Transaction id = 71322 Class label = (900000-1652000] Transaction id = 79307 Class label = [172655-900000] Transaction id = 47537 Class label = (1652000-6250000] Transaction id = 58686 Class label = [172655-900000] Transaction id = 63497 Class label = [172655-900000] Transaction id = 78810 Class label = [172655-900000] Transaction id = 57268 Class label = [172655-900000] Transaction id = 65959 Class label = [172655-900000] Transaction id = 73309 Class label = [172655-900000] -------------------------------------------------------------------------- DISPLAY ACCURACY -------------------------------------------------------------------------- correctClassCounter = 28 unclassifiedCounter = 0 wrongClassCounter = 54 Num case = 82 accuracy = 34.146341463414636 Accuracy = 34.146341463414636 BUILD SUCCESSFUL (total time: 1 minute 15 seconds)